{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from scipy.stats import norm, linregress\n",
    "import seaborn as sb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>budget</th>\n",
       "      <th>genres</th>\n",
       "      <th>homepage</th>\n",
       "      <th>id</th>\n",
       "      <th>keywords</th>\n",
       "      <th>original_language</th>\n",
       "      <th>original_title</th>\n",
       "      <th>overview</th>\n",
       "      <th>popularity</th>\n",
       "      <th>production_companies</th>\n",
       "      <th>production_countries</th>\n",
       "      <th>release_date</th>\n",
       "      <th>revenue</th>\n",
       "      <th>runtime</th>\n",
       "      <th>spoken_languages</th>\n",
       "      <th>status</th>\n",
       "      <th>tagline</th>\n",
       "      <th>title</th>\n",
       "      <th>vote_average</th>\n",
       "      <th>vote_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.avatarmovie.com/</td>\n",
       "      <td>19995</td>\n",
       "      <td>[{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>In the 22nd century, a paraplegic Marine is di...</td>\n",
       "      <td>150.437577</td>\n",
       "      <td>[{\"name\": \"Ingenious Film Partners\", \"id\": 289...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2009-12-10</td>\n",
       "      <td>2787965087</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...</td>\n",
       "      <td>Released</td>\n",
       "      <td>Enter the World of Pandora.</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>7.2</td>\n",
       "      <td>11800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>300000000</td>\n",
       "      <td>[{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...</td>\n",
       "      <td>http://disney.go.com/disneypictures/pirates/</td>\n",
       "      <td>285</td>\n",
       "      <td>[{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...</td>\n",
       "      <td>en</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>Captain Barbossa, long believed to be dead, ha...</td>\n",
       "      <td>139.082615</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2007-05-19</td>\n",
       "      <td>961000000</td>\n",
       "      <td>169.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>At the end of the world, the adventure begins.</td>\n",
       "      <td>Pirates of the Caribbean: At World's End</td>\n",
       "      <td>6.9</td>\n",
       "      <td>4500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>245000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://www.sonypictures.com/movies/spectre/</td>\n",
       "      <td>206647</td>\n",
       "      <td>[{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...</td>\n",
       "      <td>en</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>A cryptic message from Bond’s past sends him o...</td>\n",
       "      <td>107.376788</td>\n",
       "      <td>[{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...</td>\n",
       "      <td>[{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...</td>\n",
       "      <td>2015-10-26</td>\n",
       "      <td>880674609</td>\n",
       "      <td>148.0</td>\n",
       "      <td>[{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...</td>\n",
       "      <td>Released</td>\n",
       "      <td>A Plan No One Escapes</td>\n",
       "      <td>Spectre</td>\n",
       "      <td>6.3</td>\n",
       "      <td>4466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>250000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...</td>\n",
       "      <td>http://www.thedarkknightrises.com/</td>\n",
       "      <td>49026</td>\n",
       "      <td>[{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...</td>\n",
       "      <td>en</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>Following the death of District Attorney Harve...</td>\n",
       "      <td>112.312950</td>\n",
       "      <td>[{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-07-16</td>\n",
       "      <td>1084939099</td>\n",
       "      <td>165.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>The Legend Ends</td>\n",
       "      <td>The Dark Knight Rises</td>\n",
       "      <td>7.6</td>\n",
       "      <td>9106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>260000000</td>\n",
       "      <td>[{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...</td>\n",
       "      <td>http://movies.disney.com/john-carter</td>\n",
       "      <td>49529</td>\n",
       "      <td>[{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...</td>\n",
       "      <td>en</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter is a war-weary, former military ca...</td>\n",
       "      <td>43.926995</td>\n",
       "      <td>[{\"name\": \"Walt Disney Pictures\", \"id\": 2}]</td>\n",
       "      <td>[{\"iso_3166_1\": \"US\", \"name\": \"United States o...</td>\n",
       "      <td>2012-03-07</td>\n",
       "      <td>284139100</td>\n",
       "      <td>132.0</td>\n",
       "      <td>[{\"iso_639_1\": \"en\", \"name\": \"English\"}]</td>\n",
       "      <td>Released</td>\n",
       "      <td>Lost in our world, found in another.</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      budget                                             genres  \\\n",
       "0  237000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "1  300000000  [{\"id\": 12, \"name\": \"Adventure\"}, {\"id\": 14, \"...   \n",
       "2  245000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "3  250000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 80, \"nam...   \n",
       "4  260000000  [{\"id\": 28, \"name\": \"Action\"}, {\"id\": 12, \"nam...   \n",
       "\n",
       "                                       homepage      id  \\\n",
       "0                   http://www.avatarmovie.com/   19995   \n",
       "1  http://disney.go.com/disneypictures/pirates/     285   \n",
       "2   http://www.sonypictures.com/movies/spectre/  206647   \n",
       "3            http://www.thedarkknightrises.com/   49026   \n",
       "4          http://movies.disney.com/john-carter   49529   \n",
       "\n",
       "                                            keywords original_language  \\\n",
       "0  [{\"id\": 1463, \"name\": \"culture clash\"}, {\"id\":...                en   \n",
       "1  [{\"id\": 270, \"name\": \"ocean\"}, {\"id\": 726, \"na...                en   \n",
       "2  [{\"id\": 470, \"name\": \"spy\"}, {\"id\": 818, \"name...                en   \n",
       "3  [{\"id\": 849, \"name\": \"dc comics\"}, {\"id\": 853,...                en   \n",
       "4  [{\"id\": 818, \"name\": \"based on novel\"}, {\"id\":...                en   \n",
       "\n",
       "                             original_title  \\\n",
       "0                                    Avatar   \n",
       "1  Pirates of the Caribbean: At World's End   \n",
       "2                                   Spectre   \n",
       "3                     The Dark Knight Rises   \n",
       "4                               John Carter   \n",
       "\n",
       "                                            overview  popularity  \\\n",
       "0  In the 22nd century, a paraplegic Marine is di...  150.437577   \n",
       "1  Captain Barbossa, long believed to be dead, ha...  139.082615   \n",
       "2  A cryptic message from Bond’s past sends him o...  107.376788   \n",
       "3  Following the death of District Attorney Harve...  112.312950   \n",
       "4  John Carter is a war-weary, former military ca...   43.926995   \n",
       "\n",
       "                                production_companies  \\\n",
       "0  [{\"name\": \"Ingenious Film Partners\", \"id\": 289...   \n",
       "1  [{\"name\": \"Walt Disney Pictures\", \"id\": 2}, {\"...   \n",
       "2  [{\"name\": \"Columbia Pictures\", \"id\": 5}, {\"nam...   \n",
       "3  [{\"name\": \"Legendary Pictures\", \"id\": 923}, {\"...   \n",
       "4        [{\"name\": \"Walt Disney Pictures\", \"id\": 2}]   \n",
       "\n",
       "                                production_countries release_date     revenue  \\\n",
       "0  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2009-12-10  2787965087   \n",
       "1  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2007-05-19   961000000   \n",
       "2  [{\"iso_3166_1\": \"GB\", \"name\": \"United Kingdom\"...   2015-10-26   880674609   \n",
       "3  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-07-16  1084939099   \n",
       "4  [{\"iso_3166_1\": \"US\", \"name\": \"United States o...   2012-03-07   284139100   \n",
       "\n",
       "   runtime                                   spoken_languages    status  \\\n",
       "0    162.0  [{\"iso_639_1\": \"en\", \"name\": \"English\"}, {\"iso...  Released   \n",
       "1    169.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "2    148.0  [{\"iso_639_1\": \"fr\", \"name\": \"Fran\\u00e7ais\"},...  Released   \n",
       "3    165.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "4    132.0           [{\"iso_639_1\": \"en\", \"name\": \"English\"}]  Released   \n",
       "\n",
       "                                          tagline  \\\n",
       "0                     Enter the World of Pandora.   \n",
       "1  At the end of the world, the adventure begins.   \n",
       "2                           A Plan No One Escapes   \n",
       "3                                 The Legend Ends   \n",
       "4            Lost in our world, found in another.   \n",
       "\n",
       "                                      title  vote_average  vote_count  \n",
       "0                                    Avatar           7.2       11800  \n",
       "1  Pirates of the Caribbean: At World's End           6.9        4500  \n",
       "2                                   Spectre           6.3        4466  \n",
       "3                     The Dark Knight Rises           7.6        9106  \n",
       "4                               John Carter           6.1        2124  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# input the dataframe from csv (tmdb movies and credits)\n",
    "csv_path_1 = \"Resources/tmdb_5000_movies.csv\"\n",
    "csv_path_2 = \"Resources/tmdb_5000_credits.csv\"\n",
    "df_movies = pd.read_csv(csv_path_1, low_memory=False)\n",
    "df_credits = pd.read_csv(csv_path_2, low_memory=False)\n",
    "df_total = pd.read_csv(\"Resources/merged.csv\")\n",
    "df_movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def the function to simplify the file\n",
    "# try to fill or creat the year_total dictionary\n",
    "# if certain movie is in the dict just add the contain, else just creat one\n",
    "def total_count(df, inside, total_dict: dict):\n",
    "    if inside in total_dict.keys():\n",
    "        total_dict[inside][0] += 1\n",
    "        total_dict[inside][1] += df['revenue'][i] - df['budget'][i]\n",
    "        total_dict[inside][2] += df['vote_average'][i] * df['vote_count'][i]\n",
    "        total_dict[inside][3] += df['vote_count'][i]\n",
    "    else:\n",
    "        total_dict[inside] = [1, df['revenue'][i], \n",
    "                                    df['vote_average'][i] * df['vote_count'][i], \n",
    "                                    df['vote_count'][i]]\n",
    "    total = total_dict\n",
    "    return total\n",
    "# make the dataframe by making and transpose with name changing\n",
    "def convert_df(total, columns, index_sort, reset):\n",
    "    df = pd.DataFrame(total)\n",
    "    df = df.transpose()\n",
    "    df = df.rename(columns = columns)\n",
    "    if index_sort:\n",
    "        df = df.sort_index()\n",
    "    if reset:\n",
    "        df = df.reset_index()\n",
    "        df = df.drop(columns = 'index')\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>missing number</th>\n",
       "      <th>missing percentage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>crew</th>\n",
       "      <td>4</td>\n",
       "      <td>0.000833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>overview</th>\n",
       "      <td>3</td>\n",
       "      <td>0.000625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>2</td>\n",
       "      <td>0.000416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>release_date</th>\n",
       "      <td>1</td>\n",
       "      <td>0.000208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>popularity</th>\n",
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       "    <tr>\n",
       "      <th>vote_average</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>status</th>\n",
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       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spoken_languages</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>revenue</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>production_countries</th>\n",
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       "    <tr>\n",
       "      <th>production_companies</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movie_id</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_title</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>original_language</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>keywords</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genres</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cast</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>title</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vote_count</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      missing number  missing percentage\n",
       "crew                               4            0.000833\n",
       "overview                           3            0.000625\n",
       "runtime                            2            0.000416\n",
       "release_date                       1            0.000208\n",
       "popularity                         0            0.000000\n",
       "vote_average                       0            0.000000\n",
       "status                             0            0.000000\n",
       "spoken_languages                   0            0.000000\n",
       "revenue                            0            0.000000\n",
       "production_countries               0            0.000000\n",
       "production_companies               0            0.000000\n",
       "movie_id                           0            0.000000\n",
       "original_title                     0            0.000000\n",
       "original_language                  0            0.000000\n",
       "keywords                           0            0.000000\n",
       "id                                 0            0.000000\n",
       "genres                             0            0.000000\n",
       "budget                             0            0.000000\n",
       "cast                               0            0.000000\n",
       "title                              0            0.000000\n",
       "vote_count                         0            0.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# missing list = [date, actor, genres, keyword]\n",
    "missing_df = df_total.isna().sum().to_frame()\n",
    "df_missing = missing_df.sort_values(by = 0, ascending = False)\n",
    "df_missing[1] = df_missing[0].divide(len(df_movies.index))\n",
    "df_missing = df_missing.rename(columns = {0: \"missing number\", 1: \"missing percentage\"})\n",
    "df_missing = df_missing.drop(index = ['homepage', 'tagline', 'Unnamed: 0'])\n",
    "df_missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\ningze sun\\appdata\\local\\programs\\python\\python37-32\\lib\\site-packages\\ipykernel_launcher.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "c:\\users\\ningze sun\\appdata\\local\\programs\\python\\python37-32\\lib\\site-packages\\ipykernel_launcher.py:39: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_num</th>\n",
       "      <th>average_revenue</th>\n",
       "      <th>rating</th>\n",
       "      <th>voting_total</th>\n",
       "      <th>month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>382.0</td>\n",
       "      <td>23.763630</td>\n",
       "      <td>6.241965</td>\n",
       "      <td>128480.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>326.0</td>\n",
       "      <td>53.823384</td>\n",
       "      <td>6.575646</td>\n",
       "      <td>183288.0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>372.0</td>\n",
       "      <td>72.493855</td>\n",
       "      <td>6.611508</td>\n",
       "      <td>251744.0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>350.0</td>\n",
       "      <td>70.083742</td>\n",
       "      <td>6.642147</td>\n",
       "      <td>218069.0</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>363.0</td>\n",
       "      <td>157.279002</td>\n",
       "      <td>6.794200</td>\n",
       "      <td>353405.0</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_num  average_revenue    rating  voting_total  month\n",
       "1      382.0        23.763630  6.241965      128480.0      1\n",
       "2      326.0        53.823384  6.575646      183288.0      2\n",
       "3      372.0        72.493855  6.611508      251744.0      3\n",
       "4      350.0        70.083742  6.642147      218069.0      4\n",
       "5      363.0       157.279002  6.794200      353405.0      5"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# time series analysis\n",
    "# dictionary key is a string of year and content is a list with num, profit, rating, voting total\n",
    "year_total = {}\n",
    "period_total = {}\n",
    "# in this loop, loop the whole dataframe by index\n",
    "# try to split the data to a list so can isolate the year and month\n",
    "# second loop converts the str here to int\n",
    "# try to fill or creat the year_total dictionary\n",
    "inflate = [25.4, 14.6, 18.7, 14.25, 9.57, 8.15, 4.77, 2.38, 1.68, 1.31, 1.08]\n",
    "for i in df_movies.index:\n",
    "    date = df_movies['release_date'][i]\n",
    "    try:\n",
    "        date_list = date.split('-')\n",
    "    except:\n",
    "        continue\n",
    "    for j in range(3):\n",
    "        date_list[j] = int(date_list[j])\n",
    "    date_period = date_list[1]\n",
    "    year = date_list[0] // 10\n",
    "    df_movies['revenue'][i] *= inflate[year - 191]\n",
    "    year_total = total_count(df_movies, year, year_total)\n",
    "    period_total = total_count(df_movies, date_period, period_total)\n",
    "# change the columns name\n",
    "columns = {'index': 'years', 0: 'total_num', 1: 'average_revenue', 2: 'rating', \n",
    "           3: 'voting_total'}\n",
    "# use middle of 10 years inflate to adjust (like 1910s use 1915 because before 1913 the data is not available)\n",
    "# calculate average profit and average rate in the dictionary for year and month\n",
    "for i in year_total.keys():\n",
    "    year_total[i][1] = year_total[i][1] / year_total[i][0]\n",
    "    year_total[i][2] = year_total[i][2] / year_total[i][3]\n",
    "for i in period_total.keys():\n",
    "    period_total[i][1] = period_total[i][1] / period_total[i][0] / 1000000\n",
    "    period_total[i][2] = period_total[i][2] / period_total[i][3]\n",
    "# make the dataframe by making and transpose with name changing\n",
    "df_year = convert_df(year_total, columns, True, True)\n",
    "df_year['years'] = [1910,1920,1930,1940,1950,1960,1970,1980,1990,2000,2010]\n",
    "# inflate adjustion\n",
    "for i in range(11):\n",
    "    df_year['average_revenue'][i] = df_year['average_revenue'][i] /1000000\n",
    "df_period = convert_df(period_total, columns, True, False)\n",
    "df_period['month'] = [1,2,3,4,5,6,7,8,9,10,11,12]\n",
    "# save in output as a csv\n",
    "df_year.to_csv('Output/csv/year_collect.csv')\n",
    "df_period.to_csv('Output/csv/month_collect.csv')\n",
    "df_movies = pd.read_csv(csv_path_1, low_memory=False)\n",
    "df_period.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# year period figure making\n",
    "# make a list for the size of circle set\n",
    "average_revenue = df_year['average_revenue'].tolist()\n",
    "# making the scatter sharex need to be set as false because of color setting (seems a bug?)\n",
    "df_year.plot.scatter(x = 'years', y = 'total_num', s = average_revenue, \n",
    "                     c = 'rating', colormap='viridis', sharex=False, alpha = 0.75)\n",
    "# text setting\n",
    "plt.xlim(1905, 2020)\n",
    "plt.title(\"profit and rating vs years\")\n",
    "plt.xlabel(\"Years\")\n",
    "plt.ylabel(\"total_num\")\n",
    "plt.xticks((1910,1920,1930,1940,1950,1960,1970,1980,1990,2000,2010), \n",
    "           ('10s', '20s', '30s', '40s', '50s', '60s', '70s', '80s', '90s', '00s', '10s'))\n",
    "plt.text(2055, 1100, 'Note:\\nCircle size correlates with profit.')\n",
    "# figure saving\n",
    "plt.savefig(\"Output/png/years_vs_revenueAndRating.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# month figure making similar as year period figure\n",
    "rate_period = df_period['total_num'].tolist()\n",
    "size = 1.5\n",
    "for i in range(len(rate_period)):\n",
    "    rate_period[i] = rate_period[i] * size\n",
    "df_period.plot.scatter(x = 'month', y = 'average_revenue', c='green', s = rate_period, alpha = 0.75)\n",
    "plt.xlim(0.5, 12.5)\n",
    "plt.ylim(10, 190)\n",
    "plt.title(\"month VS revenue and number of movies\")\n",
    "plt.xlabel(\"month\")\n",
    "plt.ylabel(\"profit(M)\")\n",
    "plt.xticks((1,2,3,4,5,6,7,8,9,10,11,12), \n",
    "           ('Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'))\n",
    "plt.text(13, 70, 'Note:\\nCircle size correlates with total num.')\n",
    "plt.savefig(\"Output/png/month_vs_revenueAndRating.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# runtime vs revenue\n",
    "# means = df_movies['revenue'].mean()\n",
    "# df_good_movies = df_movies.loc[(df_movies['revenue'] > means * 10), :]\n",
    "# df_good_movies.plot.scatter(x = 'runtime', y = 'revenue')\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# merge movie and credit csv file, it runs too slow so just make the dataframe \n",
    "# and create the new csv and just load them in future\n",
    "# df_total = pd.merge(df_credits, df_movies, on = 'title')\n",
    "# for i in range(1265):\n",
    "#     name_init = 'Unnamed: '\n",
    "#     try:\n",
    "#         df_total = df_total.drop(columns = [name_init + str(i)])\n",
    "#         print(name_initial + str(i))\n",
    "#     except:\n",
    "#         continue\n",
    "# df_total.head()\n",
    "# df_total.to_csv(\"Resources/merged.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_num</th>\n",
       "      <th>average_revenue</th>\n",
       "      <th>rating</th>\n",
       "      <th>voting_total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Samuel L. Jackson</th>\n",
       "      <td>67.0</td>\n",
       "      <td>1.109007e+10</td>\n",
       "      <td>7.124912</td>\n",
       "      <td>139839.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Robert De Niro</th>\n",
       "      <td>57.0</td>\n",
       "      <td>2.985704e+09</td>\n",
       "      <td>6.951648</td>\n",
       "      <td>49928.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Bruce Willis</th>\n",
       "      <td>51.0</td>\n",
       "      <td>4.680148e+09</td>\n",
       "      <td>6.718977</td>\n",
       "      <td>72017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Matt Damon</th>\n",
       "      <td>47.0</td>\n",
       "      <td>4.733154e+09</td>\n",
       "      <td>7.239967</td>\n",
       "      <td>70876.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Morgan Freeman</th>\n",
       "      <td>46.0</td>\n",
       "      <td>6.525978e+09</td>\n",
       "      <td>7.162936</td>\n",
       "      <td>101824.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   total_num  average_revenue    rating  voting_total\n",
       "Samuel L. Jackson       67.0     1.109007e+10  7.124912      139839.0\n",
       "Robert De Niro          57.0     2.985704e+09  6.951648       49928.0\n",
       "Bruce Willis            51.0     4.680148e+09  6.718977       72017.0\n",
       "Matt Damon              47.0     4.733154e+09  7.239967       70876.0\n",
       "Morgan Freeman          46.0     6.525978e+09  7.162936      101824.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# actor dict making\n",
    "# actor dictionary key is a string of actor and content is a list with num, revenue, rating, voting total\n",
    "\n",
    "actor_dict = {}\n",
    "# run the total dataframe by index\n",
    "# try to use json to convert the str to a easier data like list or dict\n",
    "# second loop run all actors in each rows of actor to creat the dict for all actors (similar as year and month)\n",
    "for i in df_total.index:\n",
    "    try:\n",
    "        actor = json.loads(df_total['cast'][i])\n",
    "        for j in actor:\n",
    "            name = j['name']\n",
    "            actor_dict = total_count(df_total, name, actor_dict)\n",
    "    except:\n",
    "        continue\n",
    "# calculate the average rate. (because some movie revenues are too high, average profits are not a clear way to check)\n",
    "for i in actor_dict.keys():\n",
    "    if actor_dict[i][3] != 0:\n",
    "        actor_dict[i][2] = actor_dict[i][2] / actor_dict[i][3]\n",
    "#     actor_dict[i][1] = actor_dict[i][1] / actor_dict[i][0]\n",
    "df_actor = convert_df(actor_dict, columns, False, False)\n",
    "df_good_actor = df_actor.sort_values('total_num', ascending = False)\n",
    "df_good_actor.to_csv(\"Output/csv/actor_collect.csv\")\n",
    "df_good_actor.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_good1 = df_good_actor.sort_values('average_revenue', ascending = False).reset_index().head(n = 10)\n",
    "df_good1['average_revenue'] = df_good1['average_revenue'].divide(100000000)\n",
    "plt.bar(df_good1['index'], df_good1['average_revenue'])\n",
    "plt.xticks(rotation = 'vertical')\n",
    "plt.ylabel(\"Total profit(100M)\")\n",
    "plt.title(\"Actor's profit (top 10)\")\n",
    "plt.savefig(\"Output/png/actor's profit.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()\n",
    "# plt.title(genres_key[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initial genres vs actor figure making\n",
    "genres_dict = {}\n",
    "# in here run the whole dataframe to isolate all the actors in each of genres_dict\n",
    "# try to json the genres and actor\n",
    "# run the genres in each row and add actors with the total_num profit rate and total vote in genres dict\n",
    "for i in df_total.index:\n",
    "    try:\n",
    "        genres = json.loads(df_total['genres'][i])\n",
    "        actor = json.loads(df_total['cast'][i])\n",
    "        for j in genres:\n",
    "            genres_name = j['name']\n",
    "            for k in actor:\n",
    "                actor_name = k['name']\n",
    "                if actor_name == 'Stan Lee':\n",
    "                    continue\n",
    "                if genres_name in genres_dict.keys():\n",
    "                    genres_dict[genres_name] = total_count(df_total, actor_name, genres_dict[genres_name])\n",
    "                else:\n",
    "                    genres_dict[genres_name] = {}\n",
    "                    genres_dict[genres_name] = total_count(df_total, actor_name, genres_dict[genres_name])\n",
    "    except:\n",
    "        continue\n",
    "# run loop to modify the total profit in G and rating\n",
    "for i in genres_dict.keys():\n",
    "    for j in genres_dict[i].keys():\n",
    "        genres_dict[i][j][1] = genres_dict[i][j][1] / 100000000\n",
    "        if genres_dict[i][j][3] != 0:\n",
    "            genres_dict[i][j][2] = genres_dict[i][j][2] / genres_dict[i][j][3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# final genres vs actor (sorting and modify) for figure dict making\n",
    "genres_actor = {}\n",
    "# find top 5 actors in each of the genres\n",
    "# run the whole genres actors and take out their profit\n",
    "# compare the actor's profit with the smallest profit in the temp if higher then changed it\n",
    "# sort the temp to put the new actor into their correct position and combine to the final dict\n",
    "for i in genres_dict.keys():\n",
    "    temp = [(0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a')]\n",
    "    for j in genres_dict[i]:\n",
    "        temp_tuple = (genres_dict[i][j][1], j)\n",
    "        if temp[4][0] < temp_tuple[0]:\n",
    "            temp[4] = temp_tuple\n",
    "        temp.sort(reverse = True)\n",
    "    genres_actor[i] = temp\n",
    "# use zip to rearrange the data to make the figures\n",
    "for i in genres_actor.keys():\n",
    "    genres_actor[i] = list(zip(genres_actor[i][0], genres_actor[i][1], \n",
    "                               genres_actor[i][2], genres_actor[i][3], genres_actor[i][4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Actor profit in different genres figure making\n",
    "# make the subplot here in 4 * 5 figures\n",
    "fig, ((ax1, ax2, ax3, ax4), (ax5, ax6, ax7, ax8), (ax9, ax10, ax11, ax12), (ax13, ax14, ax15, ax16), \n",
    "      (ax17, ax18, ax19, ax20)) = plt.subplots(5, 4, sharex = False, sharey = False, figsize = (15,15))\n",
    "# add suitable distances between each figures\n",
    "plt.subplots_adjust(hspace = 1, wspace = 0.3)\n",
    "# make a list for all subplot so can loop them\n",
    "fig_list = [ax1, ax2, ax3, ax4, ax5, ax6, ax7, ax8, ax9, ax10, \n",
    "            ax11, ax12, ax13, ax14, ax15, ax16, ax17, ax18, ax19, ax20]\n",
    "# list the key of genres_actor for loop them\n",
    "genres_key = list(genres_actor.keys())\n",
    "# make the main title\n",
    "fig.suptitle(\"Actor's profits in different Genres (Top five)\", fontsize=16, fontweight=\"bold\")\n",
    "# use the loop to make the sub bar plot and rotate the y tick and make the subtitle and y label\n",
    "for i in range(len(fig_list) - 1):\n",
    "    fig_list[i].bar(genres_actor[genres_key[i]][1], genres_actor[genres_key[i]][0])\n",
    "    fig_list[i].tick_params(axis = 'x', rotation = 45, labelsize = 7)\n",
    "    fig_list[i].set_title(genres_key[i])\n",
    "    fig_list[i].set_ylabel('Total profits(G)')\n",
    "ax20.axis('off')\n",
    "# save the image\n",
    "plt.savefig(\"Output/png/Actor's_revenue_in_genres.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# genres total combined data collection\n",
    "genres_total = {}\n",
    "# use the similar method  for genres total\n",
    "for i in df_total.index:\n",
    "    genres = json.loads(df_total['genres'][i])\n",
    "    for j in genres:\n",
    "        name = j['name']\n",
    "        genres_total = total_count(df_total, name, genres_total)\n",
    "for i in genres_total:\n",
    "    genres_total[i][1] = genres_total[i][1] / genres_total[i][0] /1000000\n",
    "    genres_total[i][2] = genres_total[i][2] / genres_total[i][3]\n",
    "df_genres = convert_df(genres_total, columns, False, False)\n",
    "df_genres = df_genres.sort_values('average_revenue', ascending = False)\n",
    "df_genres['order'] = np.arange(20)\n",
    "df_genres_reset = df_genres.reset_index()\n",
    "df_genres_reset.to_csv(\"Output/csv/genres_collect.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#genres VS revenue figure making\n",
    "# similar method as period figure\n",
    "rating_genres = df_genres['total_num'].tolist()\n",
    "name_list = df_genres_reset['index'].tolist()\n",
    "size = 0.25\n",
    "for i in range(len(rating_genres)):\n",
    "    rating_genres[i] = rating_genres[i] * size\n",
    "df_genres.plot.scatter(x = 'order', y = 'average_revenue', s = rating_genres, \n",
    "                     c = 'seagreen', alpha = 0.75, rot = 90)\n",
    "# plt.xlim(20, 3000)\n",
    "# plt.ylim(20, 2400)\n",
    "plt.title(\"genres VS revenue and total number of movies\")\n",
    "plt.xlabel(\"genres\")\n",
    "plt.ylabel(\"average_profit(M)\")\n",
    "plt.xticks((0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19), \n",
    "           tuple(name_list))\n",
    "plt.text(21, 100, 'Note:\\nCircle size correlates with total num.')\n",
    "plt.savefig(\"Output/png/genres_VS_revenueAndRating.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# budget vs revenue linear regression fig making\n",
    "# remove all the N/A and 0 in budget and revenue\n",
    "df_movies = df_movies.fillna(0)\n",
    "df_nozero = df_movies.loc[df_movies['budget'] != 0,:]\n",
    "df_nozero = df_nozero.loc[df_movies['revenue'] != 0, :]\n",
    "# turn to 100M\n",
    "df_nozero['budget(100M)'] = df_nozero['budget'].divide(10000000)\n",
    "df_nozero['revenue(100M)'] = df_nozero['revenue'].divide(10000000)\n",
    "# linear regression\n",
    "(slope, intercept, lr_r, lr_p, lr_err) = linregress(df_nozero['budget(100M)'], df_nozero['revenue(100M)'])\n",
    "fit = slope * df_nozero['budget(100M)'] + intercept\n",
    "# fit and scatter the data\n",
    "plt.scatter(x = df_nozero['budget(100M)'], y = df_nozero['revenue(100M)'], c = 'red')\n",
    "plt.plot(df_nozero['budget(100M)'], fit, ls = '--', linewidth = 1)\n",
    "plt.title(\"budget VS revenue\")\n",
    "plt.xlabel(\"budget(10M)\")\n",
    "plt.ylabel(\"revenue(10M)\")\n",
    "plt.text(0, 225, ('Linear regression:\\ny={:.2f}*x r={:.2f}').format(slope, lr_r))\n",
    "plt.savefig(\"Output/png/budget_VS_revenue.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rating</th>\n",
       "      <th>total_num</th>\n",
       "      <th>voting_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.9</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   rating  total_num  voting_count\n",
       "1     0.5          1             1\n",
       "2     1.0          2             2\n",
       "3     1.9          1            35\n",
       "4     2.0          6             6\n",
       "5     2.2          1             8"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_dict = {}\n",
    "for i in df_movies.index:\n",
    "    rating = df_movies['vote_average'][i]\n",
    "    if rating in rating_dict.keys():\n",
    "        rating_dict[rating][0] += 1\n",
    "        rating_dict[rating][1] += df_movies['vote_count'][i]\n",
    "    else:\n",
    "        rating_dict[rating] = [1, df_movies['vote_count'][i]]\n",
    "df_rating = pd.DataFrame(rating_dict)\n",
    "df_rating = df_rating.transpose()\n",
    "df_rating = df_rating.rename(columns = {0: 'total_num', 1: 'voting_count'})\n",
    "df_rating = df_rating.sort_index().reset_index().rename(columns = {'index': 'rating'})\n",
    "df_rating = df_rating.drop([0])\n",
    "df_rating.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# making the rating and num of movie figure\n",
    "rating_list = df_rating['rating'].tolist()\n",
    "total_rating_list = df_rating['total_num'].tolist()\n",
    "df_no_zero = df_movies.loc[(df_movies['vote_average'] != 0),:]\n",
    "data = df_no_zero['vote_average'].tolist()\n",
    "# fitting the normal distribution\n",
    "mean, std = norm.fit(data)\n",
    "# plot the fig\n",
    "plt.bar(rating_list, total_rating_list, linewidth = 0,\n",
    "        width = 0.1, align = 'center')\n",
    "xmin, xmax = plt.xlim()\n",
    "x = np.linspace(xmin, xmax, 100)\n",
    "p = norm.pdf(x, mean, std) * 530\n",
    "plt.plot(x, p, 'k', linewidth=1, ls = '--')\n",
    "plt.title('rating VS movie_number')\n",
    "plt.xlabel(\"rating\")\n",
    "plt.ylabel(\"movie_number\")\n",
    "plt.text(0, 180, 'Note:\\ndash line repesent\\nnormal distribution')\n",
    "plt.grid()\n",
    "plt.savefig(\"Output/png/rating_VS_movieNum.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# making the data for keyword similar as actor genres so not comment so much\n",
    "keyword_list = []\n",
    "# keyword_genres = {'genres': [{'keyword': [num, revenue, vote_average, vote_count]}]}\n",
    "keyword_genres = {}\n",
    "for i in df_total.index:\n",
    "    keyword = json.loads(df_total['keywords'][i])\n",
    "    genres = json.loads(df_total['genres'][i])\n",
    "    for j in keyword:\n",
    "        keyword_list.append(j['name'])\n",
    "    for j in genres:\n",
    "        genres_name = j['name']\n",
    "        for k in keyword:\n",
    "            keyword_name = k['name']\n",
    "            if genres_name in keyword_genres.keys():\n",
    "                keyword_genres[genres_name] = total_count(df_total, keyword_name, keyword_genres[genres_name])\n",
    "            else:\n",
    "                keyword_genres[genres_name] = {}\n",
    "                keyword_genres[genres_name] = total_count(df_total, keyword_name, keyword_genres[genres_name])\n",
    "for i in keyword_genres.keys():\n",
    "    for j in keyword_genres[i].keys():\n",
    "        keyword_genres[i][j][1] = keyword_genres[i][j][1] / 1000000000\n",
    "        if keyword_genres[i][j][3] != 0:\n",
    "            keyword_genres[i][j][2] = keyword_genres[i][j][2] / keyword_genres[i][j][3]\n",
    "keyword_top = {}\n",
    "for i in keyword_genres.keys():\n",
    "    temp = [(0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a')]\n",
    "    for j in keyword_genres[i]:\n",
    "        temp_tuple = (keyword_genres[i][j][1], j)\n",
    "        if temp[9][0] < temp_tuple[0]:\n",
    "            temp[9] = temp_tuple\n",
    "        temp.sort(reverse = True)\n",
    "    keyword_top[i] = temp\n",
    "for i in keyword_top.keys():\n",
    "    keyword_top[i] = list(zip(keyword_top[i][0], keyword_top[i][1], keyword_top[i][2], keyword_top[i][3], \n",
    "                              keyword_top[i][5], keyword_top[i][6], keyword_top[i][7], keyword_top[i][8],\n",
    "                              keyword_top[i][9]\n",
    "                             ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# similar to actor genres not comment\n",
    "fig, ((axs1, axs2, axs3, axs4), (axs5, axs6, axs7, axs8), (axs9, axs10, axs11, axs12), (axs13, axs14, axs15, axs16), \n",
    "      (axs17, axs18, axs19, axs20)) = plt.subplots(5, 4, sharex = False, sharey = False, figsize = (15,15))\n",
    "plt.subplots_adjust(hspace = 1.1, wspace = 0.4)\n",
    "fig_list1 = [axs1, axs2, axs3, axs4, axs5, axs6, axs7, axs8, axs9, axs10, \n",
    "            axs11, axs12, axs13, axs14, axs15, axs16, axs17, axs18, axs19, axs20]\n",
    "keyword_key = list(keyword_top.keys())\n",
    "fig.suptitle(\"Keyword's revenue in different Genres (Top five)\", fontsize=16, fontweight=\"bold\")\n",
    "for i in range(len(fig_list1) - 1):\n",
    "    fig_list1[i].bar(keyword_top[keyword_key[i]][1], keyword_top[keyword_key[i]][0])\n",
    "    fig_list1[i].tick_params(axis = 'x', rotation = 90, labelsize = 7)\n",
    "    fig_list1[i].set_title(keyword_key[i])\n",
    "    fig_list1[i].set_ylabel('Total Profit(G)')\n",
    "axs20.axis('off')\n",
    "plt.savefig(\"Output/png/keyword's_revenue_in_genres.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# # wordcloud making fig for keyword list\n",
    "# wordcloud = WordCloud().generate(\"\".join(keyword_list))\n",
    "# # Display the generated image:\n",
    "# plt.imshow(wordcloud, interpolation='bilinear')\n",
    "# plt.axis(\"off\")\n",
    "# plt.savefig(\"Output/png/keyword_wordcloud.png\", bbox_inches = 'tight', dpi = 300)\n",
    "# plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# making the total num of keyword and actor for each movie\n",
    "total_actor_dict = {}\n",
    "total_keyword_dict = {}\n",
    "for i in df_total.index:\n",
    "    total_actor = 0\n",
    "    total_keyword = 0\n",
    "    try:\n",
    "        actor = json.loads(df_total['cast'][i])\n",
    "        keyword = json.loads(df_total['keywords'][i])\n",
    "        for j in actor:\n",
    "            total_actor += 1\n",
    "        id = df_total['id'][i]\n",
    "        total_actor_dict[id] = total_actor\n",
    "        for j in keyword:\n",
    "            total_keyword += 1\n",
    "        total_keyword_dict[id] = total_keyword\n",
    "    except:\n",
    "        continue\n",
    "df_movies['num_actor'] = df_movies['id'].map(total_actor_dict)\n",
    "df_movies['num_keywords'] = df_movies['id'].map(total_keyword_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# making the budget vs revenue fig similar as budget vs revenue\n",
    "df_nozero_1 = df_movies.loc[df_movies['vote_count'] != 0,:]\n",
    "df_nozero_1 = df_nozero.loc[df_movies['revenue'] != 0, :]\n",
    "df_nozero_1['revenue(M)'] = df_nozero_1['revenue'].divide(1000000)\n",
    "(slope, intercept, lr_r, lr_p, lr_err) = linregress(df_nozero_1['vote_count'], df_nozero_1['revenue(M)'])\n",
    "fit = slope * df_nozero_1['vote_count'] + intercept\n",
    "plt.scatter(x = df_nozero_1['vote_count'], y = df_nozero_1['revenue(M)'], c = 'red')\n",
    "plt.plot(df_nozero_1['vote_count'], fit, ls = '--', linewidth = 1)\n",
    "plt.title(\"total vote num VS revenue\")\n",
    "plt.xlabel(\"total vote num\")\n",
    "plt.ylabel(\"revenue(M)\")\n",
    "plt.text(15, 2500, ('Linear regression:\\ny={:.2f}*x r={:.2f}').format(slope, lr_r))\n",
    "plt.savefig(\"Output/png/total_vote_VS_revenue.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# correlation first as initial\n",
    "cor_format = df_movies.corr()\n",
    "# sort correlation around revenue\n",
    "# here is a bug for plt so there is a cutoff and use ylim to fit it \n",
    "# but the order is different so use smallest and invert_xaxis to fix this bug\n",
    "col_name = cor_format.nsmallest(18, 'revenue')['revenue'].index\n",
    "# use np to make the list for the correlation\n",
    "cor_num = np.corrcoef(df_movies[col_name].dropna(how = 'any').values.T)\n",
    "# making the figures\n",
    "plt.figure(figsize = (12,9))\n",
    "sb.set(font_scale = 1.2)\n",
    "ax = sb.heatmap(cor_num, cbar = True, annot = True, square = True, fmt = '.2f', \n",
    "                annot_kws = {'size': 15}, linewidth = 0.1, cmap = 'coolwarm',\n",
    "                yticklabels = col_name.values, xticklabels = col_name.values)\n",
    "plt.title(\"Correlation coeffiencts\")\n",
    "ax.invert_xaxis()\n",
    "plt.ylim(0,len(cor_num))\n",
    "plt.savefig(\"Output/png/correlation_heatmap.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_num</th>\n",
       "      <th>average_revenue</th>\n",
       "      <th>rating</th>\n",
       "      <th>voting_total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Steven Spielberg</th>\n",
       "      <td>27.0</td>\n",
       "      <td>7.664893e+09</td>\n",
       "      <td>7.225633</td>\n",
       "      <td>59771.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Peter Jackson</th>\n",
       "      <td>9.0</td>\n",
       "      <td>5.455643e+09</td>\n",
       "      <td>7.590605</td>\n",
       "      <td>45533.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>James Cameron</th>\n",
       "      <td>7.0</td>\n",
       "      <td>5.373669e+09</td>\n",
       "      <td>7.378455</td>\n",
       "      <td>32819.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michael Bay</th>\n",
       "      <td>12.0</td>\n",
       "      <td>4.572525e+09</td>\n",
       "      <td>6.328244</td>\n",
       "      <td>26845.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Christopher Nolan</th>\n",
       "      <td>8.0</td>\n",
       "      <td>3.472483e+09</td>\n",
       "      <td>7.945184</td>\n",
       "      <td>62653.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   total_num  average_revenue    rating  voting_total\n",
       "Steven Spielberg        27.0     7.664893e+09  7.225633       59771.0\n",
       "Peter Jackson            9.0     5.455643e+09  7.590605       45533.0\n",
       "James Cameron            7.0     5.373669e+09  7.378455       32819.0\n",
       "Michael Bay             12.0     4.572525e+09  6.328244       26845.0\n",
       "Christopher Nolan        8.0     3.472483e+09  7.945184       62653.0"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "director_dict = {}\n",
    "for i in df_total.index:\n",
    "    try:\n",
    "        director = json.loads(df_total['crew'][i])\n",
    "        for j in director:\n",
    "            if j['job'] == 'Director':\n",
    "                name = j['name']\n",
    "                director_dict = total_count(df_total, name, director_dict)\n",
    "    except:\n",
    "        continue\n",
    "for i in director_dict.keys():\n",
    "    if director_dict[i][3] != 0:\n",
    "        director_dict[i][2] = director_dict[i][2] / director_dict[i][3]\n",
    "#     actor_dict[i][1] = actor_dict[i][1] / actor_dict[i][0]\n",
    "df_director = convert_df(director_dict, columns, False, False)\n",
    "df_good_director = df_director.sort_values('average_revenue', ascending = False)\n",
    "df_good_director.to_csv(\"Output/csv/director_collect.csv\")\n",
    "df_good_director.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_good2 = df_good_director.sort_values('average_revenue', ascending = False).reset_index().head(n = 10)\n",
    "df_good2['average_revenue'] = df_good2['average_revenue'].divide(100000000)\n",
    "plt.bar(df_good2['index'], df_good2['average_revenue'])\n",
    "plt.xticks(rotation = 'vertical')\n",
    "plt.ylabel(\"Total profit(100M)\")\n",
    "plt.title(\"Director's profit(top 10)\")\n",
    "plt.savefig(\"Output/png/director_profit.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# initial genres vs actor figure making\n",
    "genres_dir = {}\n",
    "# in here run the whole dataframe to isolate all the actors in each of genres_dict\n",
    "# try to json the genres and actor\n",
    "# run the genres in each row and add actors with the total_num profit rate and total vote in genres dict\n",
    "for i in df_total.index:\n",
    "    try:\n",
    "        genres = json.loads(df_total['genres'][i])\n",
    "        director = json.loads(df_total['crew'][i])\n",
    "        for j in genres:\n",
    "            genres_name = j['name']\n",
    "            for k in director:\n",
    "                if k['job'] == 'Director':\n",
    "                    actor_name = k['name']\n",
    "#                     if actor_name == 'Stan Lee':\n",
    "#                         continue\n",
    "                    if genres_name in genres_dir.keys():\n",
    "                        genres_dir[genres_name] = total_count(df_total, actor_name, genres_dir[genres_name])\n",
    "                    else:\n",
    "                        genres_dir[genres_name] = {}\n",
    "                        genres_dir[genres_name] = total_count(df_total, actor_name, genres_dir[genres_name])\n",
    "    except:\n",
    "        continue\n",
    "# run loop to modify the total profit in G and rating\n",
    "for i in genres_dir.keys():\n",
    "    for j in genres_dir[i].keys():\n",
    "        genres_dir[i][j][1] = genres_dir[i][j][1] / 100000000\n",
    "        if genres_dir[i][j][3] != 0:\n",
    "            genres_dir[i][j][2] = genres_dir[i][j][2] / genres_dir[i][j][3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# final genres vs actor (sorting and modify) for figure dict making\n",
    "genres_dir_sort = {}\n",
    "# find top 5 actors in each of the genres\n",
    "# run the whole genres actors and take out their profit\n",
    "# compare the actor's profit with the smallest profit in the temp if higher then changed it\n",
    "# sort the temp to put the new actor into their correct position and combine to the final dict\n",
    "for i in genres_dir.keys():\n",
    "    temp = [(0,'a'), (0,'a'), (0,'a'), (0,'a'), (0,'a')]\n",
    "    for j in genres_dir[i]:\n",
    "        temp_tuple = (genres_dir[i][j][1], j)\n",
    "        if temp[4][0] < temp_tuple[0]:\n",
    "            temp[4] = temp_tuple\n",
    "        temp.sort(reverse = True)\n",
    "    genres_dir_sort[i] = temp\n",
    "# use zip to rearrange the data to make the figures\n",
    "for i in genres_dir_sort.keys():\n",
    "    genres_dir_sort[i] = list(zip(genres_dir_sort[i][0], genres_dir_sort[i][1], \n",
    "                               genres_dir_sort[i][2], genres_dir_sort[i][3], genres_dir_sort[i][4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Actor profit in different genres figure making\n",
    "# make the subplot here in 4 * 5 figures\n",
    "fig, ((axl1, axl2, axl3, axl4), (axl5, axl6, axl7, axl8), (axl9, axl10, axl11, axl12), (axl13, axl14, axl15, axl16), \n",
    "      (axl17, axl18, axl19, axl20)) = plt.subplots(5, 4, sharex = False, sharey = False, figsize = (15,15))\n",
    "# add suitable distances between each figures\n",
    "plt.subplots_adjust(hspace = 1, wspace = 0.3)\n",
    "# make a list for all subplot so can loop them\n",
    "fig_list = [axl1, axl2, axl3, axl4, axl5, axl6, axl7, axl8, axl9, axl10, \n",
    "            axl11, axl12, axl13, axl14, axl15, axl16, axl17, axl18, axl19, axl20]\n",
    "# list the key of genres_actor for loop them\n",
    "genres_key = list(genres_dir_sort.keys())\n",
    "# make the main title\n",
    "fig.suptitle(\"Director's profits in different Genres (Top five)\", fontsize=16, fontweight=\"bold\")\n",
    "# use the loop to make the sub bar plot and rotate the y tick and make the subtitle and y label\n",
    "for i in range(len(fig_list) - 1):\n",
    "    fig_list[i].bar(genres_dir_sort[genres_key[i]][1], genres_dir_sort[genres_key[i]][0])\n",
    "    fig_list[i].tick_params(axis = 'x', rotation = 45, labelsize = 7)\n",
    "    fig_list[i].set_title(genres_key[i])\n",
    "    fig_list[i].set_ylabel('Total profits(G)')\n",
    "axl20.axis('off')\n",
    "# save the image\n",
    "plt.savefig(\"Output/png/Director's_revenue_in_genres.png\", bbox_inches = 'tight', dpi = 300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
